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Natural language processing with TensorFlow : the definitive NLP book to implement the most sought-after machine learning models and tasks /

Learning how to solve natural language processing (NLP) problems is an important skill to master due to the explosive growth of data combined with the demand for machine learning solutions in production. Natural Language Processing with TensorFlow, Second Edition, will teach you how to solve common...

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Detalles Bibliográficos
Clasificación:Libro Electrónico
Autor principal: Ganegedara, Thushan (Autor)
Otros Autores: Lopatenko, Andrei (writer of foreword..)
Formato: Electrónico eBook
Idioma:Inglés
Publicado: Birmingham, UK : Packt Publishing Ltd., 2022.
Edición:Second edition.
Colección:Expert insight.
Temas:
Acceso en línea:Texto completo (Requiere registro previo con correo institucional)
Tabla de Contenidos:
  • Chapter 1: Introduction to natural language processing
  • Chapter 2: Understanding TensorFlow 2
  • Chapter 3: Word2vec: learning word embeddings
  • Chapter 4: Advanced word vector algorithms
  • Chapter 5: Sentence classification with convolutional neural networks
  • Chapter 6: Recurrent neural networks
  • Chapter 7: Understanding long short-term memory networks
  • Chapter 8: Applications of LSTM: generating text
  • Chapter 9: Sequence-to-sequence learning: neural machine translation
  • Chapter 10: Transformers
  • Chapter 11: Image captioning with transformers
  • Appendix A: Mathematical foundations and advanced TensorFlow